EDA Report Part A

Dataset statistics

Number of variables	25
Number of observations	1177
Missing cells	342
Missing cells (%)	1.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	230.0 KiB
Average record size in memory	200.1 B

Variable types

Categorical	12
Numeric	13

Alerts

`RBC` is highly overall correlated with `hematocrit`	High correlation
`hematocrit` is highly overall correlated with `RBC`	High correlation
`CHD with no MI` is highly imbalanced (57.8%)	Imbalance
`COPD` is highly imbalanced (61.3%)	Imbalance
`BMI` has 215 (18.3%) missing values	Missing
`heart rate` has 13 (1.1%) missing values	Missing
`Systolic blood pressure` has 16 (1.4%) missing values	Missing
`Diastolic blood pressure` has 16 (1.4%) missing values	Missing
`Respiratory rate` has 13 (1.1%) missing values	Missing
`temperature` has 19 (1.6%) missing values	Missing
`SP O2` has 13 (1.1%) missing values	Missing
`Urine output` has 36 (3.1%) missing values	Missing
`ID` has unique values	Unique

Reproduction

Analysis started	2024-02-16 15:50:55.290728
Analysis finished	2024-02-16 15:51:31.834488
Duration	36.54 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

group
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1	825
2	352

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

Most occurring characters

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	825	70.1%
2	352	29.9%

ID
Real number (ℝ)

UNIQUE

Distinct	1177
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150778.12

Minimum	100213
Maximum	199952
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	100213
5-th percentile	105999.4
Q1	125603
median	151901
Q3	176048
95-th percentile	195348.6
Maximum	199952
Range	99739
Interquartile range (IQR)	50445

Descriptive statistics

Standard deviation	29034.67
Coefficient of variation (CV)	0.19256554
Kurtosis	-1.22491
Mean	150778.12
Median Absolute Deviation (MAD)	25184
Skewness	-0.005013361
Sum	1.7746585 × 10⁸
Variance	8.4301203 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
125047	1	0.1%
151165	1	0.1%
152862	1	0.1%
162107	1	0.1%
157076	1	0.1%
128113	1	0.1%
120123	1	0.1%
172068	1	0.1%
117121	1	0.1%
113198	1	0.1%
Other values (1167)	1167	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100213	1	0.1%
100449	1	0.1%
100571	1	0.1%
100610	1	0.1%
100660	1	0.1%
100753	1	0.1%
100908	1	0.1%
100914	1	0.1%
101046	1	0.1%
101062	1	0.1%

Value	Count	Frequency (%)
199952	1	0.1%
199925	1	0.1%
199912	1	0.1%
199861	1	0.1%
199859	1	0.1%
199803	1	0.1%
199786	1	0.1%
199745	1	0.1%
199677	1	0.1%
199603	1	0.1%

outcome
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	1
Missing (%)	0.1%
Memory size	9.3 KiB

0.0	1017
1.0	159

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3528
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1017	86.4%
1.0	159	13.5%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1017	86.5%
1.0	159	13.5%

Most occurring characters

Value	Count	Frequency (%)
0	2193	62.2%
.	1176	33.3%
1	159	4.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2352	66.7%
Other Punctuation	1176	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2193	93.2%
1	159	6.8%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3528	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2193	62.2%
.	1176	33.3%
1	159	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3528	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2193	62.2%
.	1176	33.3%
1	159	4.5%

age
Real number (ℝ)

Distinct	68
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.055225

Minimum	19
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	19
5-th percentile	48
Q1	65
median	77
Q3	85
95-th percentile	89
Maximum	99
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.434061
Coefficient of variation (CV)	0.18140598
Kurtosis	0.32536385
Mean	74.055225
Median Absolute Deviation (MAD)	9
Skewness	-0.85627437
Sum	87163
Variance	180.47399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
89	141	12.0%
84	48	4.1%
81	43	3.7%
83	40	3.4%
80	40	3.4%
78	39	3.3%
85	38	3.2%
79	35	3.0%
82	34	2.9%
87	33	2.8%
Other values (58)	686	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	2	0.2%
25	1	0.1%
28	1	0.1%
32	1	0.1%
35	4	0.3%
37	4	0.3%
38	3	0.3%
39	2	0.2%
40	2	0.2%
41	3	0.3%

Value	Count	Frequency (%)
99	1	0.1%
98	1	0.1%
97	2	0.2%
96	5	0.4%
95	1	0.1%
94	2	0.2%
93	5	0.4%
92	5	0.4%
91	5	0.4%
90	6	0.5%

gendera
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

2	618
1	559

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

Most occurring characters

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	618	52.5%
1	559	47.5%

BMI
Real number (ℝ)

MISSING

Distinct	933
Distinct (%)	97.0%
Missing	215
Missing (%)	18.3%
Infinite	0
Infinite (%)	0.0%
Mean	30.188278

Minimum	13.346801
Maximum	104.97037
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	13.346801
5-th percentile	19.692262
Q1	24.326461
median	28.312474
Q3	33.633509
95-th percentile	46.042797
Maximum	104.97037
Range	91.623565
Interquartile range (IQR)	9.307048

Descriptive statistics

Standard deviation	9.3259974
Coefficient of variation (CV)	0.30892777
Kurtosis	9.4689782
Mean	30.188278
Median Absolute Deviation (MAD)	4.5462028
Skewness	2.2439622
Sum	29041.123
Variance	86.974228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.29697566	3	0.3%
23.72453724	3	0.3%
27.98616708	2	0.2%
27.98989162	2	0.2%
25.21735858	2	0.2%
25.51686992	2	0.2%
20.78612058	2	0.2%
31.66902569	2	0.2%
22.7189744	2	0.2%
22.75346745	2	0.2%
Other values (923)	940	79.9%
(Missing)	215	18.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.34680089	1	0.1%
13.67362533	1	0.1%
13.77780533	1	0.1%
14.64480468	1	0.1%
14.85801788	1	0.1%
15.1953125	1	0.1%
15.81635816	1	0.1%
15.95256289	1	0.1%
15.96777387	1	0.1%
16.34814761	1	0.1%

Value	Count	Frequency (%)
104.970366	1	0.1%
91.17665294	1	0.1%
83.26462934	1	0.1%
76.53061224	1	0.1%
70.84838859	1	0.1%
70.70854638	1	0.1%
69.96541771	1	0.1%
68.16131511	1	0.1%
65.60859683	1	0.1%
65.11721012	1	0.1%

hypertensive
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1	845
0	332

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

Most occurring characters

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	845	71.8%
0	332	28.2%

atrialfibrillation
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	646
1	531

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

Most occurring characters

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	646	54.9%
1	531	45.1%

CHD with no MI
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1076
1	101

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

Most occurring characters

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1076	91.4%
1	101	8.6%

diabetes
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	681
1	496

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

Most occurring characters

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	681	57.9%
1	496	42.1%

deficiencyanemias
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	778
1	399

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

Most occurring characters

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	778	66.1%
1	399	33.9%

depression
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1037
1	140

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Most occurring characters

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1037	88.1%
1	140	11.9%

Hyperlipemia
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	730
1	447

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Most occurring characters

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	730	62.0%
1	447	38.0%

Renal failure
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	747
1	430

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

Most occurring characters

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	747	63.5%
1	430	36.5%

COPD
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1088
1	89

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1177
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

Most occurring characters

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1177	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1177	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1177	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1088	92.4%
1	89	7.6%

heart rate
Real number (ℝ)

MISSING

Distinct	1094
Distinct (%)	94.0%
Missing	13
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	84.575848

Minimum	36
Maximum	135.70833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	36
5-th percentile	60.599185
Q1	72.37125
median	83.610799
Q3	95.907143
95-th percentile	112.78624
Maximum	135.70833
Range	99.708333
Interquartile range (IQR)	23.535893

Descriptive statistics

Standard deviation	16.018701
Coefficient of variation (CV)	0.18940042
Kurtosis	-0.301301
Mean	84.575848
Median Absolute Deviation (MAD)	11.682857
Skewness	0.29975233
Sum	98446.288
Variance	256.5988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	4	0.3%
61	4	0.3%
80	4	0.3%
88	4	0.3%
87	3	0.3%
83.7826087	3	0.3%
77	3	0.3%
91	3	0.3%
92	3	0.3%
74.8	3	0.3%
Other values (1084)	1130	96.0%
(Missing)	13	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	1	0.1%
39.32142857	1	0.1%
49	1	0.1%
49.69565217	1	0.1%
50.25	1	0.1%
50.55555556	1	0.1%
52.47058824	1	0.1%
52.72	1	0.1%
52.80952381	1	0.1%
52.81818182	1	0.1%

Value	Count	Frequency (%)
135.7083333	1	0.1%
134.5652174	1	0.1%
133.0689655	1	0.1%
129.175	1	0.1%
129.125	1	0.1%
126.7222222	1	0.1%
126.6451613	1	0.1%
126.3793103	1	0.1%
126.28125	1	0.1%
125.7692308	1	0.1%

Systolic blood pressure
Real number (ℝ)

MISSING

Distinct	1102
Distinct (%)	94.9%
Missing	16
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	117.99504

Minimum	75
Maximum	203
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	75
5-th percentile	94.809524
Q1	105.3913
median	116.12821
Q3	128.625
95-th percentile	149.25926
Maximum	203
Range	128
Interquartile range (IQR)	23.233696

Descriptive statistics

Standard deviation	17.367618
Coefficient of variation (CV)	0.1471894
Kurtosis	0.63754218
Mean	117.99504
Median Absolute Deviation (MAD)	11.371795
Skewness	0.7045228
Sum	136992.24
Variance	301.63417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	4	0.3%
117	3	0.3%
116.25	3	0.3%
110.25	3	0.3%
112	3	0.3%
118.962963	2	0.2%
121.7307692	2	0.2%
116.4090909	2	0.2%
121.9047619	2	0.2%
133.1428571	2	0.2%
Other values (1092)	1135	96.4%
(Missing)	16	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
75	1	0.1%
76.97619048	1	0.1%
79.23076923	1	0.1%
80.6	1	0.1%
82.45454545	1	0.1%
85.05882353	1	0.1%
85.28125	1	0.1%
85.35714286	1	0.1%
85.59090909	1	0.1%
85.59459459	1	0.1%

Value	Count	Frequency (%)
203	1	0.1%
182.4848485	1	0.1%
180.6956522	1	0.1%
174.244898	1	0.1%
173.5652174	1	0.1%
173.4736842	1	0.1%
173.03125	1	0.1%
172.45	1	0.1%
169.8095238	1	0.1%
168.55	1	0.1%

Diastolic blood pressure
Real number (ℝ)

MISSING

Distinct	1077
Distinct (%)	92.8%
Missing	16
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	59.534497

Minimum	24.736842
Maximum	107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	24.736842
5-th percentile	43.678571
Q1	52.173913
median	58.461538
Q3	65.464286
95-th percentile	79.333333
Maximum	107
Range	82.263158
Interquartile range (IQR)	13.290373

Descriptive statistics

Standard deviation	10.684681
Coefficient of variation (CV)	0.17947042
Kurtosis	0.90991521
Mean	59.534497
Median Absolute Deviation (MAD)	6.6336996
Skewness	0.60844373
Sum	69119.55
Variance	114.16241
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.45454545	5	0.4%
53	4	0.3%
61.5	3	0.3%
63.5	3	0.3%
64.75	3	0.3%
60.43478261	3	0.3%
63	3	0.3%
78.5	3	0.3%
58.45454545	3	0.3%
55.58333333	2	0.2%
Other values (1067)	1129	95.9%
(Missing)	16	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.73684211	1	0.1%
32.13043478	1	0.1%
32.80769231	1	0.1%
34.05555556	1	0.1%
34.53846154	1	0.1%
36.64516129	1	0.1%
36.86792453	1	0.1%
37.32258065	1	0.1%
37.38461538	1	0.1%
37.65217391	1	0.1%

Value	Count	Frequency (%)
107	1	0.1%
101.5714286	1	0.1%
99.47619048	1	0.1%
98.73913043	1	0.1%
97.33333333	1	0.1%
95.90909091	1	0.1%
95.625	1	0.1%
95.36842105	1	0.1%
93.05660377	1	0.1%
89.95	1	0.1%

Respiratory rate
Real number (ℝ)

MISSING

Distinct	1004
Distinct (%)	86.3%
Missing	13
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	20.801511

Minimum	11.137931
Maximum	40.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	11.137931
5-th percentile	14.794267
Q1	17.925694
median	20.372308
Q3	23.3912
95-th percentile	27.873558
Maximum	40.9
Range	29.762069
Interquartile range (IQR)	5.4655053

Descriptive statistics

Standard deviation	4.0029871
Coefficient of variation (CV)	0.19243732
Kurtosis	0.64265408
Mean	20.801511
Median Absolute Deviation (MAD)	2.6922581
Skewness	0.54723027
Sum	24212.959
Variance	16.023906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.8	5	0.4%
17.6	5	0.4%
19	5	0.4%
20	4	0.3%
21.4	4	0.3%
15	4	0.3%
26	4	0.3%
16.25	4	0.3%
20.25	3	0.3%
23.5	3	0.3%
Other values (994)	1123	95.4%
(Missing)	13	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.13793103	1	0.1%
11.81818182	1	0.1%
12	1	0.1%
12.21212121	1	0.1%
12.33333333	1	0.1%
12.36363636	1	0.1%
12.5	1	0.1%
12.6	1	0.1%
12.6969697	2	0.2%
12.70967742	1	0.1%

Value	Count	Frequency (%)
40.9	1	0.1%
35.75	1	0.1%
35.26666667	1	0.1%
34.69343066	1	0.1%
33.85	1	0.1%
33.11538462	1	0.1%
33.10344828	1	0.1%
33.08	1	0.1%
32.44444444	1	0.1%
32.20833333	1	0.1%

temperature
Real number (ℝ)

MISSING

Distinct	775
Distinct (%)	66.9%
Missing	19
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	36.677286

Minimum	33.25
Maximum	39.132478
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	33.25
5-th percentile	35.795602
Q1	36.286045
median	36.650794
Q3	37.021991
95-th percentile	37.736111
Maximum	39.132478
Range	5.8824784
Interquartile range (IQR)	0.73594581

Descriptive statistics

Standard deviation	0.60755838
Coefficient of variation (CV)	0.016564976
Kurtosis	1.7372112
Mean	36.677286
Median Absolute Deviation (MAD)	0.36838584
Skewness	0.13336885
Sum	42472.297
Variance	0.36912718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.72222222	11	0.9%
36.66666667	10	0.8%
36.61111111	9	0.8%
36.77777778	9	0.8%
36.49074074	8	0.7%
36.27777778	8	0.7%
36.44444444	7	0.6%
36.52777778	7	0.6%
36.16666667	6	0.5%
36.88888889	6	0.5%
Other values (765)	1077	91.5%
(Missing)	19	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.25	1	0.1%
34.15072482	1	0.1%
34.32407407	1	0.1%
34.60555556	1	0.1%
34.67222256	1	0.1%
34.89351852	1	0.1%
35.08666667	1	0.1%
35.19444444	1	0.1%
35.26666667	1	0.1%
35.31481481	1	0.1%

Value	Count	Frequency (%)
39.13247842	1	0.1%
39.08796296	1	0.1%
38.90522901	1	0.1%
38.79888889	1	0.1%
38.64351838	1	0.1%
38.53174603	1	0.1%
38.41358025	1	0.1%
38.36507937	1	0.1%
38.34615385	1	0.1%
38.27777757	1	0.1%

SP O2
Real number (ℝ)

MISSING

Distinct	866
Distinct (%)	74.4%
Missing	13
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	96.2729

Minimum	75.916667
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	75.916667
5-th percentile	92.447009
Q1	95
median	96.452273
Q3	97.9175
95-th percentile	99.475753
Maximum	100
Range	24.083333
Interquartile range (IQR)	2.9175

Descriptive statistics

Standard deviation	2.2980019
Coefficient of variation (CV)	0.023869665
Kurtosis	6.6329697
Mean	96.2729
Median Absolute Deviation (MAD)	1.461943
Skewness	-1.3839178
Sum	112061.66
Variance	5.2808126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
97	10	0.8%
95.5	9	0.8%
95.75	7	0.6%
100	7	0.6%
95	7	0.6%
96.5	6	0.5%
96	6	0.5%
97.875	5	0.4%
97.5	5	0.4%
98	5	0.4%
Other values (856)	1097	93.2%
(Missing)	13	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
75.91666667	1	0.1%
83.06666667	1	0.1%
83.84615385	1	0.1%
87.46875	1	0.1%
88.42857143	1	0.1%
88.72222222	1	0.1%
89	1	0.1%
89.08333333	1	0.1%
89.11029412	1	0.1%
89.15384615	1	0.1%

Value	Count	Frequency (%)
100	7	0.6%
99.95454545	1	0.1%
99.95	1	0.1%
99.93939394	1	0.1%
99.88571429	1	0.1%
99.86486486	1	0.1%
99.84615385	2	0.2%
99.82352941	1	0.1%
99.82142857	3	0.3%
99.82089552	1	0.1%

Urine output
Real number (ℝ)

MISSING

Distinct	810
Distinct (%)	71.0%
Missing	36
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	1899.2765

Minimum	0
Maximum	8820
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	0
5-th percentile	315
Q1	980
median	1675
Q3	2500
95-th percentile	4260
Maximum	8820
Range	8820
Interquartile range (IQR)	1520

Descriptive statistics

Standard deviation	1272.3636
Coefficient of variation (CV)	0.66992016
Kurtosis	3.2212137
Mean	1899.2765
Median Absolute Deviation (MAD)	745
Skewness	1.4082728
Sum	2167074.5
Variance	1618909.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2155	6	0.5%
1305	6	0.5%
930	5	0.4%
860	5	0.4%
1495	5	0.4%
2360	5	0.4%
750	5	0.4%
1625	4	0.3%
2685	4	0.3%
1715	4	0.3%
Other values (800)	1092	92.8%
(Missing)	36	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.2%
25	1	0.1%
30	1	0.1%
31	1	0.1%
33	1	0.1%
36	1	0.1%
73	1	0.1%
76	1	0.1%
90	1	0.1%
93	1	0.1%

Value	Count	Frequency (%)
8820	1	0.1%
8760	1	0.1%
7925	1	0.1%
7400	1	0.1%
7350	1	0.1%
6875	1	0.1%
6865	1	0.1%
6700	1	0.1%
6670	1	0.1%
6635	1	0.1%

hematocrit
Real number (ℝ)

HIGH CORRELATION

Distinct	1056
Distinct (%)	89.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.914014

Minimum	20.311111
Maximum	55.425
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	20.311111
5-th percentile	25.221414
Q1	28.16
median	30.8
Q3	35.0125
95-th percentile	42.1025
Maximum	55.425
Range	35.113889
Interquartile range (IQR)	6.8525

Descriptive statistics

Standard deviation	5.2021023
Coefficient of variation (CV)	0.1630037
Kurtosis	0.85268118
Mean	31.914014
Median Absolute Deviation (MAD)	3.15
Skewness	0.92354306
Sum	37562.794
Variance	27.061868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.73333333	4	0.3%
30.6	4	0.3%
31.1	3	0.3%
28.2	3	0.3%
30.9	3	0.3%
37.6	3	0.3%
35.7	3	0.3%
27.43333333	3	0.3%
32.64	3	0.3%
31.26666667	3	0.3%
Other values (1046)	1145	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.31111111	1	0.1%
20.8	1	0.1%
21.15263158	1	0.1%
22.2	1	0.1%
22.8	1	0.1%
22.94545455	1	0.1%
23	1	0.1%
23.11111111	1	0.1%
23.4625	1	0.1%
23.55454545	1	0.1%

Value	Count	Frequency (%)
55.425	1	0.1%
52.3	1	0.1%
51.47857143	1	0.1%
50.62	1	0.1%
49.35	1	0.1%
49.2	1	0.1%
48.9	1	0.1%
47.975	1	0.1%
47.65	1	0.1%
47.61428571	1	0.1%

RBC
Real number (ℝ)

HIGH CORRELATION

Distinct	1045
Distinct (%)	88.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5750098

Minimum	2.03
Maximum	6.575
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	2.03
5-th percentile	2.751
Q1	3.12
median	3.49
Q3	3.9
95-th percentile	4.7315
Maximum	6.575
Range	4.545
Interquartile range (IQR)	0.78

Descriptive statistics

Standard deviation	0.62683517
Coefficient of variation (CV)	0.17533803
Kurtosis	1.2802946
Mean	3.5750098
Median Absolute Deviation (MAD)	0.384
Skewness	0.9306855
Sum	4207.7866
Variance	0.39292233
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.12	5	0.4%
3.3575	5	0.4%
3.715	4	0.3%
3.173333333	4	0.3%
2.86	4	0.3%
3.57	3	0.3%
4.33	3	0.3%
3.2425	3	0.3%
3.9	3	0.3%
2.94	3	0.3%
Other values (1035)	1140	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.03	1	0.1%
2.15	1	0.1%
2.216	1	0.1%
2.275555556	1	0.1%
2.34375	1	0.1%
2.37	1	0.1%
2.399	1	0.1%
2.407777778	1	0.1%
2.416363636	1	0.1%
2.47125	1	0.1%

Value	Count	Frequency (%)
6.575	1	0.1%
6.154444444	1	0.1%
6	1	0.1%
5.8825	1	0.1%
5.847777778	1	0.1%
5.653333333	1	0.1%
5.646666667	2	0.2%
5.61	1	0.1%
5.592	1	0.1%
5.575	1	0.1%

MCH
Real number (ℝ)

Distinct	926
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.539939

Minimum	18.125
Maximum	40.314286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	18.125
5-th percentile	24.575556
Q1	28.25
median	29.75
Q3	31.24
95-th percentile	33.218095
Maximum	40.314286
Range	22.189286
Interquartile range (IQR)	2.99

Descriptive statistics

Standard deviation	2.6190535
Coefficient of variation (CV)	0.088661439
Kurtosis	1.3625001
Mean	29.539939
Median Absolute Deviation (MAD)	1.4928571
Skewness	-0.63635231
Sum	34768.508
Variance	6.8594413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.1	7	0.6%
29.4	6	0.5%
29.625	5	0.4%
29.7	5	0.4%
29.6	5	0.4%
31.7	5	0.4%
30.3	4	0.3%
31.2	4	0.3%
29.5375	4	0.3%
31.15	4	0.3%
Other values (916)	1128	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.125	1	0.1%
18.28	1	0.1%
20.575	1	0.1%
20.87	1	0.1%
20.88181818	1	0.1%
20.94	1	0.1%
20.9875	1	0.1%
21.04285714	1	0.1%
21.04444444	1	0.1%
21.325	1	0.1%

Value	Count	Frequency (%)
40.31428571	1	0.1%
36.77142857	1	0.1%
36.46666667	1	0.1%
36.1875	1	0.1%
36.14285714	1	0.1%
36.04285714	1	0.1%
35.94	1	0.1%
35.55	1	0.1%
35.4	1	0.1%
35.33333333	1	0.1%

Auto

Heatmap
Table

	BMI	CHD with no MI	COPD	Diastolic blood pressure	Hyperlipemia	ID	MCH	RBC	Renal failure	Respiratory rate	SP O2	Systolic blood pressure	Urine output	age	atrialfibrillation	deficiencyanemias	depression	diabetes	gendera	group	heart rate	hematocrit	hypertensive	outcome	temperature
BMI	1.000	0.026	0.092	0.112	0.000	0.053	-0.078	0.101	0.091	-0.094	-0.144	0.073	0.206	-0.358	0.104	0.000	0.000	0.205	0.142	0.000	-0.051	0.072	0.039	0.097	0.087
CHD with no MI	0.026	1.000	0.000	0.003	0.034	0.036	0.036	-0.001	0.000	0.015	0.049	-0.086	0.010	0.014	0.000	0.028	0.030	0.000	0.070	0.000	-0.012	0.006	0.000	0.000	-0.060
COPD	0.092	0.000	1.000	0.040	0.000	-0.007	0.039	0.049	0.068	0.034	-0.108	0.029	-0.001	-0.023	0.032	0.000	0.000	0.065	0.059	0.000	0.060	0.073	0.000	0.031	-0.044
Diastolic blood pressure	0.112	0.003	0.040	1.000	0.048	0.044	-0.042	0.279	0.071	0.114	-0.109	0.335	0.206	-0.307	0.048	0.116	0.055	0.000	0.145	0.046	0.300	0.270	0.000	0.105	0.003
Hyperlipemia	0.000	0.034	0.000	0.048	1.000	-0.020	0.006	0.033	0.091	-0.029	0.007	-0.019	-0.011	0.103	0.039	0.000	0.027	0.128	0.021	0.007	-0.071	0.039	0.222	0.042	-0.074
ID	0.053	0.036	-0.007	0.044	-0.020	1.000	-0.020	0.022	0.055	-0.014	0.026	0.039	0.048	-0.040	0.025	0.090	0.075	0.003	0.021	0.000	0.021	0.016	0.081	0.000	-0.003
MCH	-0.078	0.036	0.039	-0.042	0.006	-0.020	1.000	-0.315	0.039	-0.027	0.036	-0.021	-0.043	0.084	0.000	0.075	0.107	0.155	0.000	0.000	-0.028	0.051	0.000	0.062	0.045
RBC	0.101	-0.001	0.049	0.279	0.033	0.022	-0.315	1.000	0.115	0.092	-0.225	0.036	0.165	0.003	0.074	0.317	0.043	0.013	0.099	0.000	0.005	0.883	0.000	0.098	-0.079
Renal failure	0.091	0.000	0.068	0.071	0.091	0.055	0.039	0.115	1.000	-0.115	0.082	0.071	-0.058	0.094	0.033	0.145	0.000	0.185	0.092	0.000	-0.219	-0.154	0.189	0.102	-0.081
Respiratory rate	-0.094	0.015	0.034	0.114	-0.029	-0.014	-0.027	0.092	-0.115	1.000	-0.238	-0.078	0.050	-0.012	0.000	0.005	0.000	0.063	0.000	0.000	0.355	0.087	0.084	0.123	0.105
SP O2	-0.144	0.049	-0.108	-0.109	0.007	0.026	0.036	-0.225	0.082	-0.238	1.000	-0.025	-0.086	0.060	0.051	0.050	0.000	0.053	0.000	0.000	-0.097	-0.228	0.070	0.108	0.030
Systolic blood pressure	0.073	-0.086	0.029	0.335	-0.019	0.039	-0.021	0.036	0.071	-0.078	-0.025	1.000	0.227	-0.002	0.114	0.049	0.000	0.156	0.051	0.055	-0.160	0.023	0.129	0.116	0.083
Urine output	0.206	0.010	-0.001	0.206	-0.011	0.048	-0.043	0.165	-0.058	0.050	-0.086	0.227	1.000	-0.191	0.125	0.000	0.000	0.053	0.134	0.068	-0.016	0.135	0.075	0.188	0.161
age	-0.358	0.014	-0.023	-0.307	0.103	-0.040	0.084	0.003	0.094	-0.012	0.060	-0.002	-0.191	1.000	0.295	0.106	0.106	0.171	0.033	0.000	-0.194	0.053	0.199	0.060	-0.189
atrialfibrillation	0.104	0.000	0.032	0.048	0.039	0.025	0.000	0.074	0.033	0.000	0.051	0.114	0.125	0.295	1.000	0.091	0.048	0.000	0.020	0.000	-0.003	0.040	0.000	0.094	-0.133
deficiencyanemias	0.000	0.028	0.000	0.116	0.000	0.090	0.075	0.317	0.145	0.005	0.050	0.049	0.000	0.106	0.091	1.000	0.054	0.052	0.074	0.000	-0.042	-0.375	0.000	0.092	0.008
depression	0.000	0.030	0.000	0.055	0.027	0.075	0.107	0.043	0.000	0.000	0.000	0.000	0.000	0.106	0.048	0.054	1.000	0.000	0.073	0.000	0.053	-0.003	0.029	0.049	0.022
diabetes	0.205	0.000	0.065	0.000	0.128	0.003	0.155	0.013	0.185	0.063	0.053	0.156	0.053	0.171	0.000	0.052	0.000	1.000	0.018	0.000	-0.132	-0.078	0.124	0.037	0.033
gendera	0.142	0.070	0.059	0.145	0.021	0.021	0.000	0.099	0.092	0.000	0.000	0.051	0.134	0.033	0.020	0.074	0.073	0.018	1.000	0.000	-0.011	-0.078	0.000	0.000	-0.009
group	0.000	0.000	0.000	0.046	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.055	0.068	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.005	0.045	0.041	0.000	-0.027
heart rate	-0.051	-0.012	0.060	0.300	-0.071	0.021	-0.028	0.005	-0.219	0.355	-0.097	-0.160	-0.016	-0.194	-0.003	-0.042	0.053	-0.132	-0.011	0.005	1.000	-0.010	0.119	0.118	0.156
hematocrit	0.072	0.006	0.073	0.270	0.039	0.016	0.051	0.883	-0.154	0.087	-0.228	0.023	0.135	0.053	0.040	-0.375	-0.003	-0.078	-0.078	0.045	-0.010	1.000	0.013	0.000	-0.078
hypertensive	0.039	0.000	0.000	0.000	0.222	0.081	0.000	0.000	0.189	0.084	0.070	0.129	0.075	0.199	0.000	0.000	0.029	0.124	0.000	0.041	0.119	0.013	1.000	0.063	0.022
outcome	0.097	0.000	0.031	0.105	0.042	0.000	0.062	0.098	0.102	0.123	0.108	0.116	0.188	0.060	0.094	0.092	0.049	0.037	0.000	0.000	0.118	0.000	0.063	1.000	-0.056
temperature	0.087	-0.060	-0.044	0.003	-0.074	-0.003	0.045	-0.079	-0.081	0.105	0.030	0.083	0.161	-0.189	-0.133	0.008	0.022	0.033	-0.009	-0.027	0.156	-0.078	0.022	-0.056	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	group	ID	age	gendera	BMI	hypertensive	atrialfibrillation	diabetes	deficiencyanemias	Hyperlipemia	Renal failure	COPD	heart rate	Systolic blood pressure	Diastolic blood pressure	Respiratory rate	temperature	SP O2	Urine output	hematocrit	RBC	MCH
0	1	125047	72	1	37.588179	0	0	1	1	1	1	0	68.837838	155.866667	68.333333	16.621622	36.714286	98.394737	2155.0	26.272727	2.960000	28.250000
1	1	139812	75	2	NaN	0	0	0	1	0	0	1	101.370370	140.000000	65.000000	20.851852	36.682540	96.923077	1425.0	30.780000	3.138000	31.060000
2	1	109787	83	2	26.572634	0	0	0	1	0	1	0	72.318182	135.333333	61.375000	23.640000	36.453704	95.291667	2425.0	27.700000	2.620000	34.320000
3	1	130587	43	2	83.264629	0	0	0	0	0	0	0	94.500000	126.400000	73.200000	21.857143	36.287037	93.846154	8760.0	36.637500	4.277500	26.062500
4	1	138290	75	2	31.824842	1	0	0	1	0	1	1	67.920000	156.560000	58.120000	21.360000	36.761905	99.280000	4455.0	29.933333	3.286667	30.666667
5	1	154653	76	1	24.262293	1	1	0	1	1	1	1	74.181818	118.100000	52.950000	20.545455	35.266667	96.818182	1840.0	27.333333	3.235000	26.566667
6	1	194420	72	1	39.667426	1	0	0	0	1	1	1	69.636364	106.565217	47.826087	19.148148	35.603175	95.636364	2450.0	28.937500	3.720000	24.337500
7	1	153461	83	2	22.311111	1	1	1	1	0	0	0	84.666667	141.130435	46.913043	18.400000	36.673611	97.875000	3039.0	28.800000	2.867143	33.214286
8	1	113076	61	2	19.992243	1	1	1	0	0	1	0	91.916667	98.434783	52.652174	18.583333	37.103175	98.041667	1625.0	31.241176	3.417500	29.193750
9	1	147252	67	1	45.032030	1	0	1	0	0	0	0	75.083333	122.000000	56.750000	18.125000	36.861111	94.458333	6107.0	30.300000	3.270000	29.783333

	group	ID	outcome	age	gendera	BMI	hypertensive	atrialfibrillation	CHD with no MI	diabetes	deficiencyanemias	depression	Hyperlipemia	Renal failure	heart rate	Systolic blood pressure	Diastolic blood pressure	Respiratory rate	temperature	SP O2	Urine output	hematocrit	RBC	MCH
1167	2	187272	0.0	83	1	23.469783	1	1	1	1	0	0	0	1	63.444444	101.461539	45.576923	21.444444	36.677778	99.481481	NaN	31.000000	3.218000	27.860000
1168	2	124880	1.0	80	1	28.942507	1	1	0	1	1	0	1	1	71.458333	108.880000	58.080000	15.666667	37.055556	83.066667	NaN	26.860000	3.180000	26.177778
1169	2	198933	0.0	88	2	26.571482	1	0	0	1	1	0	1	0	110.166667	120.380952	62.047619	25.083333	36.800000	93.333333	805.0	30.563636	4.175455	23.300000
1170	2	187991	0.0	79	1	24.221453	1	1	0	0	0	0	1	0	110.478261	117.954545	82.681818	20.913043	36.444444	94.500000	1825.0	28.820000	3.063750	30.850000
1171	2	151636	0.0	92	1	23.822169	1	0	0	0	0	0	0	1	73.619048	129.523809	51.190476	19.809524	36.212963	97.761905	NaN	39.360000	4.644000	25.920000
1172	2	171130	0.0	62	1	25.516870	1	1	0	1	0	1	1	1	100.125000	142.545455	69.681818	24.500000	37.055556	94.130435	NaN	33.628571	3.685714	27.842857
1173	2	101659	0.0	78	1	25.822710	0	1	0	1	0	1	1	1	114.640000	101.222222	51.888889	18.958333	35.972222	93.526316	NaN	28.715789	3.270000	29.772727
1174	2	162069	0.0	85	2	23.891779	1	1	0	1	1	0	0	1	52.720000	137.791667	40.958333	18.680000	36.777778	98.800000	118.0	27.685714	3.065714	26.900000
1175	2	120967	0.0	79	2	35.288554	0	0	1	1	1	1	1	1	93.400000	94.416667	62.458333	22.040000	36.422222	99.560000	2585.0	33.537500	3.446250	31.150000
1176	2	107636	0.0	47	1	23.121384	1	0	0	1	0	0	0	1	67.289855	131.523077	72.276923	23.464789	37.716667	99.652174	NaN	29.937500	2.797143	36.771429

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block